
The Best AI Coding Models Right Now, By Job
Coding models run from $0.07 to $5.00 per million input tokens — a 70× spread. A shortlist by task, with verified prices and context lengths.

Coding models run from $0.07 to $5.00 per million input tokens — a 70× spread. A shortlist by task, with verified prices and context lengths.

A shortlist by task, not a ranking. Prices run from $0.002 to $0.357 per second — a 178× spread. What each tier is actually for.

Not a ranking — a shortlist by task. The cheapest model that will do each job, from $0.003 bulk generation to precision editing. Verified prices.

Resolution is the biggest lever on an AI video bill — and the cheapest provider changes depending on which tier you pick. Verified prices.

What one generated image actually costs, from $0.003 to $0.045 — across fal.ai, Replicate and Atlas Cloud, with the rounding trap that doubles bills.

What AI really costs for 10,000 product images, a chat feature at 50,000 messages a month, and 200 short videos — with the unit maths shown.

The same AI model is often listed at three different prices. Here is what actually varies — billing units, resolution tiers, run-time billing and discounts.

マルチモーダルには二つの意味があります。多くの入力形式を読めるモデルと、それらを作れるモデルは別物で、両方こなすものはほとんどありません。

コンテキスト長は機能ではなく予算です。何がそれを消費するのか、今日の実際の上限はどこか、そして足りなくなると何が起きるのか。

トークンをやさしく説明します。何が 1 トークンか、10 ターンの会話がなぜ入力した文字の 22 倍を請求するのか、そしてなぜ出力トークンがいちばん高いのか。